Discover Awesome MCP Servers

OpenViking MCP Server

Lightweight MCP server that connects to OpenViking for semantic search, resource management, and memory storage via natural language.

audit-mcp-cli

Lightweight Node.js dependency vulnerability audit tool with CLI and MCP Server modes. Supports npm/pnpm, full dependency chain tracing, remote GitHub repo auditing, and generates Markdown/HTML reports.

PlaceScout

Turns open places data into AI-assisted local market intelligence, enabling search of 4.4 million UK places by category, location, and proximity, and saving promising results to a prospecting pipeline.

MinIO Storage MCP

Enables AI assistants to manage MinIO object storage through comprehensive bucket operations, file uploads/downloads, batch processing, permissions management, and URL generation. Supports both automatic and manual connection modes with flexible authentication options.

GPT Maps

MCP server that enables LLMs to create and control interactive MapLibre maps by placing markers, drawing paths, and rendering polygons directly in Claude Desktop.

Doubao Image/Video Generation MCP Server

Enables AI image generation using Doubao Seedream models and video generation using Doubao Seedance models through Volcano Engine's API, supporting text-to-image, image-to-image, text-to-video, and task status queries.

HomeCare Cohort MCP

Identifies high-risk patient cohorts and generates care gap closure plans using a synthetic OMOP-like dataset. It provides clinical decision support tools for homecare management through a DuckDB-backed FastMCP server.

Quizlar

Quizlar is the learning MCP server. It turns whatever source the user brings — a YouTube lecture, a PDF, a URL, a textbook passage, or a pasted block of notes — into flashcards, then runs interactive quizzes with FSRS spaced-repetition scheduling so the material actually sticks. Every tool maps one-to-one to something a real learner does: ingest, quiz, track progress, review what's due.

QgisStreamMCP

Deploy QGIS in Docker as an MCP server, enabling AI assistants to perform spatial analysis, data loading, cartography, and multi-format export without local installation.

agent-skill-loader

MCP server to dynamically load Claude Code skills into AI agents

bank-postgres-mcp

HTTP MCP server that reads from and writes to a PostgreSQL database (bankdb). Provides tools for querying and managing customer, account, and transaction data.

hachanha-mcp

MCP server that converts user requests into deliberately poor drawing prompts, enabling ChatGPT to render intentionally shabby sketches instead of realistic images.

postgrowth-mcp

MCP server that acts as a shim between Claude and the PostGrowth API, exposing seven tools to list clients, manage posts, and handle ClickUp tasks and media uploads. It translates MCP calls into authenticated HTTP requests, keeping business rules and credentials on the server side.

nock

An MCP server that sits between coding agents and local tools, using a tiny on-device model to route tool calls and requiring confirmations for destructive actions, while only exposing four tools to the host.

Qwen Memory MCP

A Model Context Protocol server providing durable, cross-session memory for AI agents, powered by Qwen on Alibaba Cloud. Enables agents to write, search, recall, and forget memories with semantic ranking.

Moodle MCP Server

An MCP server that enables LLMs to interact with the Moodle platform to manage courses, students, assignments, and quizzes.

Aptos Blockchain MCP

Integrates Aptos blockchain access into AI applications, enabling interaction with tools for native APT operations, custom coin management, and transaction handling.

Lattice HQ MCP Server

Enables AI models to interact with the Lattice HQ performance management platform for managing users, goals, review cycles, feedback, departments, and updates.

codebase-doc-generator

Generates comprehensive documentation (architecture overview, dependency graph, API surface, and README) for any codebase locally without external APIs.

Jira MCP Server

Integrates with Jira Cloud to enable comprehensive issue management, project tracking, and team collaboration through natural language, including creating/updating tickets, searching with JQL, managing workflows, and adding comments.

Calculator MCP

Provides mathematical computation capabilities including basic arithmetic operations (add, subtract, multiply, divide), advanced functions (square root, factorial, logarithm), and trigonometric functions (sin, cos, tan) through the Model Context Protocol.

Longhand

Persistent local memory for Claude Code that indexes every session's JSONL file verbatim into SQLite + ChromaDB. Exposes 17 MCP tools for semantic recall, deterministic file replay, and fuzzy "do you remember when..." queries across your entire session history — no API calls, nothing leaves the machine.

store-preflight-mcp

An MCP server that scans code repositories for app store rejection risks by mapping API usage to required declarations and policy deadlines, enabling agents to catch issues before submission.

Verified Technical Solver

Provides deterministic tools for symbolic math, equation solving, relation verification, reasoning structure audits, and validated CAD primitives, returning evidence artifacts for every result.

MongoDB MCP

A MongoDB MCP Server that allows AI agents and MCP clients to interact with MongoDB databases through standardized tools for CRUD operations, schema discovery, and collection management.

vram-mcp

Enables AI agents to inspect and free NVIDIA GPU VRAM by managing Ollama models, helping make room for loading new models.

AdButler MCP Server

Enables managing your entire AdButler advertising account from any AI assistant, exposing over 600 tools covering the full AdButler v2 API for display ads, video, targeting, reporting, programmatic, and more, plus pre-built workflow prompts.

acli-helper

A multi-agent MCP server that enables AI coding agents (Claude Code, Codex CLI, Gemini CLI) to communicate with each other.

Linux Do MCP Server

Un servidor MCP para la comunidad de LINUX DO.

mcp-server-sharepoint

MCP server that enables AI agents to read, edit, and manage SharePoint documents with proper checkout, check-in, version history, and audit trails.